v3-memory-unificationlisted

# V3 Memory Unification ## What This Skill Does Consolidates disparate memory systems into unified AgentDB backend with HNSW vector search, achieving 150x-12,500x search performance improvements while maintaining backward compatibility. ## Quick Start ```bash # Initialize memory unification Task("Memory architecture", "Design AgentDB unification strategy", "v3-memory-specialist") # AgentDB integration Task("AgentDB setup", "Configure HNSW indexing and vector search", "v3-memory-specialist") # Data migration Task("Memory migration", "Migrate SQLite/Markdown to AgentDB", "v3-memory-specialist") ``` ## Systems to Unify ### Legacy Systems → AgentDB ``` ┌─────────────────────────────────────────┐ │ • MemoryManager (basic operations) │ │ • DistributedMemorySystem (clustering) │ │ • SwarmMemory (agent-specific) │ │ • AdvancedMemoryManager (features) │ │ • SQLiteBackend (structured) │ │ • MarkdownBackend (file-based) │ │ • HybridBackend (combination) │ └─────────────────────────────────────────┘ ↓ ┌─────────────────────────────────────────┐ │ 🚀 AgentDB with HNSW │ │ • 150x-12,500x faster search │ │ • Unified query interface │ │ • Cross-agent memory sharing │ │ • SONA learning integration │ └─────────────────────────────────────────┘ ``` ## Implementation Architecture ### Unified Memory Service ```typescript class UnifiedMemoryService implement